Python 2.7.16 |Anaconda, Inc.| (default, Sep 24 2019, 16:55:38)

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IPython 5.8.0 -- An enhanced Interactive Python.

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In [1]: runfile('/Users/lester/Documents/GitHub/kelly_model/scenario29/update_GBeagle_fix/true_constant_alpha/mass_sfr_z_correction/alpha_beta_covprop/random_start_gmm/random_start/bad_gmm_cuts/kelly_MH_GMM_3d_Hogg_constant_beta_constant_alpha.py', wdir='/Users/lester/Documents/GitHub/kelly_model/scenario29/update_GBeagle_fix/true_constant_alpha/mass_sfr_z_correction/alpha_beta_covprop/random_start_gmm/random_start/bad_gmm_cuts')

435

task_manager

initial_guess

task_manager

initial_guess

run_mcmc

_initialize_chains

_step

_get_Rhat

_get_psi

INITIAL GUESSES 0.6359895435303475 0.0 0.7104463663169516 0.0 0.4155048561376145 1.0 0.233062330623 -0.48934958584109634 3.3371005979494237

step

INITIAL GUESSES 0.799223965188723 0.0 0.9539044986369625 0.0 0.3562691773392043 1.0 0.306010928962 -1.0027068872956435 4.324972683588647

step

INITIAL GUESSES 0.6020053738025515 0.0 0.708541738603992 0.0 0.3483720389492242 1.0 0.29347826087 0.12689293991448544 1.9247657099877982

step

INITIAL GUESSES 0.5908105332190035 0.0 0.6951972000897184 0.0 0.3563781726940214 1.0 0.263888888889 0.04751087444810896 2.860848103193629

step

xi acceptanceProb 0 0 138 -1186.7712183120577 -255.0830313413783 0.0

zeta acceptanceProb 0 0 100 -859.437253713162 4.258956637440904 0.0

zeta acceptanceProb 0 0 298 -825.2843346756392 1.5382704727774326 0.0

/Users/lester/Documents/GitHub/kelly_model/scenario29/update_GBeagle_fix/true_constant_alpha/mass_sfr_z_correction/alpha_beta_covprop/random_start_gmm/random_start/bad_gmm_cuts/kelly_MH_GMM_3d_Hogg_constant_beta_constant_alpha.py:597: RuntimeWarning: divide by zero encountered in log10

scatter1 = ax1.scatter(self.xi[idx_z_bin][idx_sort], self.eta[idx_z_bin][idx_sort], c=np.log10((z_good/z_bad)[idx_sort]), cmap=mpl.cm.get_cmap('coolwarm'), alpha=1.0, vmin=-2.5, vmax=2.5, s=100)

/opt/anaconda2/lib/python2.7/site-packages/matplotlib/cbook/deprecation.py:107: MatplotlibDeprecationWarning: Passing one of 'on', 'true', 'off', 'false' as a boolean is deprecated; use an actual boolean (True/False) instead.

warnings.warn(message, mplDeprecation, stacklevel=1)

scatter1 = ax1.scatter(self.xi[idx_z_bin][idx_sort], self.eta[idx_z_bin][idx_sort], c=np.log10((z_good/z_bad)[idx_sort]), cmap=mpl.cm.get_cmap('coolwarm'), alpha=1.0, vmin=-2.5, vmax=2.5, s=100)

warnings.warn(message, mplDeprecation, stacklevel=1)

/Users/lester/Documents/GitHub/kelly_model/scenario29/update_GBeagle_fix/true_constant_alpha/mass_sfr_z_correction/alpha_beta_covprop/random_start_gmm/random_start/bad_gmm_cuts/kelly_MH_GMM_3d_Hogg_constant_beta_constant_alpha.py:646: RuntimeWarning: divide by zero encountered in log10

scatter2 = ax2.scatter(self.xi[idx_z_bin][idx_sort], self.eta[idx_z_bin][idx_sort], c=np.log10((z_good/z_bad)[idx_sort]), cmap=mpl.cm.get_cmap('coolwarm'), alpha=1.0, vmin=-2.5, vmax=2.5, s=100)

/Users/lester/Documents/GitHub/kelly_model/scenario29/update_GBeagle_fix/true_constant_alpha/mass_sfr_z_correction/alpha_beta_covprop/random_start_gmm/random_start/bad_gmm_cuts/kelly_MH_GMM_3d_Hogg_constant_beta_constant_alpha.py:646: RuntimeWarning: divide by zero encountered in log10

scatter2 = ax2.scatter(self.xi[idx_z_bin][idx_sort], self.eta[idx_z_bin][idx_sort], c=np.log10((z_good/z_bad)[idx_sort]), cmap=mpl.cm.get_cmap('coolwarm'), alpha=1.0, vmin=-2.5, vmax=2.5, s=100)

/Users/lester/Documents/GitHub/kelly_model/scenario29/update_GBeagle_fix/true_constant_alpha/mass_sfr_z_correction/alpha_beta_covprop/random_start_gmm/random_start/bad_gmm_cuts/kelly_MH_GMM_3d_Hogg_constant_beta_constant_alpha.py:646: RuntimeWarning: divide by zero encountered in log10

scatter2 = ax2.scatter(self.xi[idx_z_bin][idx_sort], self.eta[idx_z_bin][idx_sort], c=np.log10((z_good/z_bad)[idx_sort]), cmap=mpl.cm.get_cmap('coolwarm'), alpha=1.0, vmin=-2.5, vmax=2.5, s=100)

/Users/lester/Documents/GitHub/kelly_model/scenario29/update_GBeagle_fix/true_constant_alpha/mass_sfr_z_correction/alpha_beta_covprop/random_start_gmm/random_start/bad_gmm_cuts/kelly_MH_GMM_3d_Hogg_constant_beta_constant_alpha.py:646: RuntimeWarning: divide by zero encountered in log10

scatter2 = ax2.scatter(self.xi[idx_z_bin][idx_sort], self.eta[idx_z_bin][idx_sort], c=np.log10((z_good/z_bad)[idx_sort]), cmap=mpl.cm.get_cmap('coolwarm'), alpha=1.0, vmin=-2.5, vmax=2.5, s=100)

/Users/lester/Documents/GitHub/kelly_model/scenario29/update_GBeagle_fix/true_constant_alpha/mass_sfr_z_correction/alpha_beta_covprop/random_start_gmm/random_start/bad_gmm_cuts/kelly_MH_GMM_3d_Hogg_constant_beta_constant_alpha.py:1186: RuntimeWarning: divide by zero encountered in log

prob_arr[j] = np.log(self.piBeagle[i,j])+multivariate_normal.logpdf(values,mean,cov)

/Users/lester/Documents/GitHub/kelly_model/scenario29/update_GBeagle_fix/true_constant_alpha/mass_sfr_z_correction/alpha_beta_covprop/random_start_gmm/random_start/bad_gmm_cuts/kelly_MH_GMM_3d_Hogg_constant_beta_constant_alpha.py:1186: RuntimeWarning: divide by zero encountered in log

prob_arr[j] = np.log(self.piBeagle[i,j])+multivariate_normal.logpdf(values,mean,cov)

/Users/lester/Documents/GitHub/kelly_model/scenario29/update_GBeagle_fix/true_constant_alpha/mass_sfr_z_correction/alpha_beta_covprop/random_start_gmm/random_start/bad_gmm_cuts/kelly_MH_GMM_3d_Hogg_constant_beta_constant_alpha.py:1186: RuntimeWarning: divide by zero encountered in log

prob_arr[j] = np.log(self.piBeagle[i,j])+multivariate_normal.logpdf(values,mean,cov)

/Users/lester/Documents/GitHub/kelly_model/scenario29/update_GBeagle_fix/true_constant_alpha/mass_sfr_z_correction/alpha_beta_covprop/random_start_gmm/random_start/bad_gmm_cuts/kelly_MH_GMM_3d_Hogg_constant_beta_constant_alpha.py:1186: RuntimeWarning: divide by zero encountered in log

prob_arr[j] = np.log(self.piBeagle[i,j])+multivariate_normal.logpdf(values,mean,cov)

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/opt/anaconda2/lib/python2.7/site-packages/scipy/stats/_distn_infrastructure.py:1745: RuntimeWarning: divide by zero encountered in double_scalars

x = np.asarray((x - loc)/scale, dtype=dtyp)

/opt/anaconda2/lib/python2.7/site-packages/scipy/stats/_distn_infrastructure.py:1745: RuntimeWarning: divide by zero encountered in double_scalars

x = np.asarray((x - loc)/scale, dtype=dtyp)

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/opt/anaconda2/lib/python2.7/site-packages/scipy/stats/_distn_infrastructure.py:1745: RuntimeWarning: divide by zero encountered in double_scalars

x = np.asarray((x - loc)/scale, dtype=dtyp)

/opt/anaconda2/lib/python2.7/site-packages/scipy/stats/_distn_infrastructure.py:1745: RuntimeWarning: divide by zero encountered in double_scalars

x = np.asarray((x - loc)/scale, dtype=dtyp)

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zeta acceptanceProb 0 523 298 -1929.1447617128028 2.1215437946782814 0.0

zeta acceptanceProb 0 524 51 -1177.4947169363863 5.450852981534541 0.0

zeta acceptanceProb 0 524 100 -898.160317652135 2.8622913277679185 0.0

zeta acceptanceProb 0 525 100 -939.6879737559691 4.297175300904486 0.0

zeta acceptanceProb 0 525 298 -2513.447152542824 3.25349893067726 0.0

zeta acceptanceProb 0 522 298 -1255.2330795292658 3.5560889762255434 0.0

zeta acceptanceProb 0 527 100 -910.6951056539523 2.85482516032606 0.0

zeta acceptanceProb 0 525 298 -1163.064572042133 3.4786361417201195 0.0

zeta acceptanceProb 0 529 100 -971.8268310186812 2.981712639195786 0.0

zeta acceptanceProb 0 525 298 -1278.089086318781 4.348372811398134 0.0

zeta acceptanceProb 0 530 51 -1386.424341412851 4.436991605869375 0.0

zeta acceptanceProb 0 526 100 -1526.3680739842757 1.6489926402863113 0.0

zeta acceptanceProb 0 531 51 -1170.708056307713 5.395195085225482 0.0

zeta acceptanceProb 0 531 100 -759.975049240647 2.9181185518806405 0.0

zeta acceptanceProb 0 528 100 -1204.216947291583 0.11224029914824829 0.0

zeta acceptanceProb 0 533 298 -2057.898631456708 4.66034467509952 0.0

zeta acceptanceProb 0 534 100 -866.9314167356557 3.868833440403755 0.0

zeta acceptanceProb 0 530 100 -1268.6786483435517 -0.186895286303427 0.0

zeta acceptanceProb 0 530 100 -873.4655078935789 1.4828215179722872 0.0

zeta acceptanceProb 0 531 298 -1363.5159429054681 3.3071391538603034 0.0

zeta acceptanceProb 0 533 298 -1229.6220452556029 4.301462096076844 0.0

zeta acceptanceProb 0 535 100 -922.291658866491 1.8652403590404023 0.0

zeta acceptanceProb 0 539 51 -1028.132123877292 5.137588219808459 0.0

zeta acceptanceProb 0 535 298 -972.9788585650092 4.266667005753302 0.0

zeta acceptanceProb 0 536 298 -815.1344268899518 4.266832107933762 0.0

zeta acceptanceProb 0 537 100 -780.3135236128551 1.74118862852613 0.0

zeta acceptanceProb 0 542 298 -1052.0006773093553 4.061924042869721 0.0

zeta acceptanceProb 0 538 51 -831.6741645264328 5.62607791862461 0.0

zeta acceptanceProb 0 543 100 -1572.103566608052 3.0424096120136586 0.0

zeta acceptanceProb 0 541 51 -779.1513668077602 4.040411282638897 0.0

zeta acceptanceProb 0 545 298 -880.2079322356931 4.0672783281218585 0.0

zeta acceptanceProb 0 541 100 -2145.2531692435227 3.2972798739696483 0.0

zeta acceptanceProb 0 546 298 -1105.6032004892027 -1.4835817291238498 0.0

zeta acceptanceProb 0 547 100 -866.6232738716396 3.9320570746375694 0.0

zeta acceptanceProb 0 548 100 -896.5663796550369 0.940268006144569 0.0

zeta acceptanceProb 0 548 51 -954.3635100248104 5.328429976409917 0.0

zeta acceptanceProb 0 548 100 -1477.930051432832 3.8470118102754314 0.0

zeta acceptanceProb 0 548 298 -806.924701175463 4.618809858227179 0.0

zeta acceptanceProb 0 545 51 -1128.6006944046385 4.675650695461499 0.0

zeta acceptanceProb 0 549 298 -1525.319818474738 4.042525869313574 0.0

zeta acceptanceProb 0 550 298 -2498.2417811539954 4.042538290063787 0.0

zeta acceptanceProb 0 546 100 -1286.511118468657 4.291756215706057 0.0

zeta acceptanceProb 0 547 51 -750.896487743714 4.272033161482663 0.0

zeta acceptanceProb 0 552 298 -824.8862661037384 4.042513932485239 0.0

zeta acceptanceProb 0 553 100 -745.2336686285987 1.2836424389115777 0.0

zeta acceptanceProb 0 553 51 -2530.144024743705 3.0039134978093953 0.0

zeta acceptanceProb 0 554 100 -836.2031081864342 1.2145284958789389 0.0

zeta acceptanceProb 0 551 100 -803.5321065353712 3.684508138996714 0.0

zeta acceptanceProb 0 557 51 -975.9341542309556 5.973650359845681 0.0

zeta acceptanceProb 0 559 51 -1537.773692306623 5.850005564410137 0.0

zeta acceptanceProb 0 559 100 -1444.1984045756567 2.2476520045673074 0.0

zeta acceptanceProb 0 556 100 -811.5944242810159 3.19330873992665 0.0

zeta acceptanceProb 0 560 100 -1366.3424796695501 1.9746662475386292 0.0

zeta acceptanceProb 0 560 298 -2109.1434887350447 3.9489755990673037 0.0

zeta acceptanceProb 0 557 298 -875.4122081544048 5.133199041045918 0.0

zeta acceptanceProb 0 561 298 -1478.795195930002 3.8926021220506692 0.0

zeta acceptanceProb 0 557 100 -1016.0812410951883 0.31537063890099093 0.0

zeta acceptanceProb 0 562 51 -1243.3629185442394 4.008332748743513 0.0

zeta acceptanceProb 0 559 298 -1538.3404728701792 3.883842834228941 0.0

zeta acceptanceProb 0 561 298 -891.9973076460003 5.100201930011505 0.0

zeta acceptanceProb 0 566 298 -1110.7760161356691 4.2562119454332485 0.0

zeta acceptanceProb 0 567 100 -1016.4741589760018 1.9466267385857514 0.0

zeta acceptanceProb 0 567 298 -896.0050654702047 4.431439062461686 0.0

zeta acceptanceProb 0 563 298 -1278.189523856978 4.284601663306396 0.0

zeta acceptanceProb 0 570 51 -802.7298391867402 4.897077049046829 0.0

zeta acceptanceProb 0 568 51 -1208.809324854523 3.3303229915745063 0.0

zeta acceptanceProb 0 570 298 -1159.2682649274307 5.453849376744148 0.0

zeta acceptanceProb 0 574 100 -865.2694206982587 4.46411323792365 0.0

zeta acceptanceProb 0 574 298 -814.0035239816183 1.9808395693743193 0.0

zeta acceptanceProb 0 575 298 -1932.1283076847253 1.9808396515901627 0.0

zeta acceptanceProb 0 571 298 -1802.727123443202 4.679922315727939 0.0

zeta acceptanceProb 0 576 298 -4039.1749756728996 3.1543215939663267 0.0

zeta acceptanceProb 0 573 51 -1033.1637341704782 6.100452095393066 0.0

zeta acceptanceProb 0 573 100 -825.6090955024553 3.3224561272729436 0.0

zeta acceptanceProb 0 574 51 -1220.182576652479 6.097717705593601 0.0

zeta acceptanceProb 0 582 100 -913.8351837696626 3.2649300821252902 0.0

zeta acceptanceProb 0 579 100 -1767.9589469324078 4.4956278117851864 0.0

zeta acceptanceProb 0 580 100 -1112.1141052185399 3.7672759485305263 0.0

zeta acceptanceProb 0 580 298 -991.7912852465611 5.5612792691084545 0.0

zeta acceptanceProb 0 580 51 -1378.6332418951804 6.5251652496260135 0.0

zeta acceptanceProb 0 585 100 -1133.887873539025 4.343311874676561 0.0

zeta acceptanceProb 0 582 298 -766.3867798460234 4.91409995154681 0.0

zeta acceptanceProb 0 586 100 -1070.946308403001 3.667184221042626 0.0

zeta acceptanceProb 0 586 298 -1506.545214200841 4.204675250788901 0.0

zeta acceptanceProb 0 583 298 -1523.996348472267 4.923023832541032 0.0

zeta acceptanceProb 0 587 51 -839.4558255813605 3.141961185047901 0.0

zeta acceptanceProb 0 587 298 -928.5997190086185 4.2572556400365364 0.0

zeta acceptanceProb 0 583 51 -1231.2197372960102 6.172180855874791 0.0

zeta acceptanceProb 0 584 100 -924.3804913251497 3.6050890380782183 0.0

zeta acceptanceProb 0 587 298 -752.4776709151466 5.1244328419531655 0.0

zeta acceptanceProb 0 593 298 -820.1470613933236 4.119540435657385 0.0

zeta acceptanceProb 0 590 100 -1363.6104330176695 4.928184390654737 0.0

zeta acceptanceProb 0 590 298 -1651.4219132778912 4.643958101550934 0.0

zeta acceptanceProb 0 590 51 -911.6970022124146 6.121945147453502 0.0

zeta acceptanceProb 0 591 100 -968.4780871363687 4.398706715522408 0.0

zeta acceptanceProb 0 593 298 -1118.7184347699085 4.995776352989147 0.0

zeta acceptanceProb 0 598 51 -1113.0149247249578 5.632418985947025 0.0

zeta acceptanceProb 0 598 100 -2375.159895908155 5.240105390717448 0.0

zeta acceptanceProb 0 597 100 -832.5132115500073 3.6304163602622834 0.0

zeta acceptanceProb 0 602 100 -1540.2911935568145 4.998861426718189 0.0

zeta acceptanceProb 0 603 100 -815.8489843807322 4.998861424713534 0.0

zeta acceptanceProb 0 606 100 -1117.6847765392354 3.8737112772617297 0.0

zeta acceptanceProb 0 602 51 -1467.377293676048 3.491136263635217 0.0

zeta acceptanceProb 0 602 298 -799.701535481099 3.449389181675242 0.0

zeta acceptanceProb 0 616 100 -1045.5407982756208 4.128650050156249 0.0

zeta acceptanceProb 0 612 51 -1034.3876890600031 3.5845120099972863 0.0

zeta acceptanceProb 0 617 298 -1087.1458585787352 5.423707878075911 0.0

zeta acceptanceProb 0 613 51 -881.9862398965005 3.5532851440704247 0.0

zeta acceptanceProb 0 614 100 -919.9441658718546 4.159531677669339 0.0

zeta acceptanceProb 0 621 51 -1320.5664419013092 6.747692760720487 0.0

zeta acceptanceProb 0 617 51 -764.7314544084687 6.088563823660959 0.0

zeta acceptanceProb 0 618 298 -1740.28990677003 3.7248581642907257 0.0

zeta acceptanceProb 0 619 100 -916.8801260093383 4.622472034341651 0.0

zeta acceptanceProb 0 624 51 -960.3265049583159 5.589405060227074 0.0

zeta acceptanceProb 0 621 51 -1024.9166358389955 6.509349987353528 0.0

zeta acceptanceProb 0 621 298 -748.9202930264807 4.3883363914015945 0.0

zeta acceptanceProb 0 622 100 -808.0452098897335 4.230285058518826 0.0

zeta acceptanceProb 0 627 298 -790.6661933232386 3.4628671409456513 0.0

zeta acceptanceProb 0 623 298 -1265.8039721192285 3.8483981705914556 0.0

zeta acceptanceProb 0 628 51 -1359.656694773256 6.159857283899891 0.0

zeta acceptanceProb 0 629 100 -1108.564121033874 0.819945323824999 0.0

zeta acceptanceProb 0 630 100 -746.646198166162 4.0488379025453725 0.0

zeta acceptanceProb 0 632 100 -1238.483597218413 3.666002168335373 0.0

zeta acceptanceProb 0 637 298 -1117.1817500981986 1.727408967128932 0.0

zeta acceptanceProb 0 642 100 -806.1928862248013 2.2334885747814814 0.0

zeta acceptanceProb 0 642 298 -1337.3374311690918 3.546446571602329 0.0

zeta acceptanceProb 0 647 100 -937.7919807242389 4.687792758679606 0.0

zeta acceptanceProb 0 645 51 -1773.3484234282525 4.400653191499117 0.0

zeta acceptanceProb 0 655 298 -1083.688747677537 4.406170952466428 0.0

zeta acceptanceProb 0 659 100 -1105.7996721594432 4.25831952411723 0.0

zeta acceptanceProb 0 661 298 -744.0783467554269 3.395897154327937 0.0

zeta acceptanceProb 0 666 298 -1245.9881209316902 0.4912564158549846 0.0

zeta acceptanceProb 0 673 298 -3349.7029182233973 2.9587867688487144 0.0

zeta acceptanceProb 0 676 298 -772.4395988189508 3.1316183046626667 0.0

zeta acceptanceProb 0 674 298 -841.0112697295768 1.890532930116954 0.0

zeta acceptanceProb 0 680 298 -1447.1129082707728 3.7206790219187136 0.0

zeta acceptanceProb 0 680 100 -1065.4173130284735 4.074655814039085 0.0

zeta acceptanceProb 0 691 51 -1034.4079525464922 4.903560326518309 0.0

zeta acceptanceProb 0 694 100 -884.7288059126745 3.335934103178039 0.0

zeta acceptanceProb 0 690 298 -2030.626785010549 4.637327295228017 0.0

zeta acceptanceProb 0 694 298 -1490.1041332522304 3.2939276015356187 0.0

zeta acceptanceProb 0 692 298 -2024.3732946862751 4.6358127829530815 0.0

zeta acceptanceProb 0 692 298 -759.7586022299749 4.4311489454753605 0.0

zeta acceptanceProb 0 697 298 -1172.7025864912362 3.984099028334117 0.0

zeta acceptanceProb 0 698 298 -2277.1174320732457 4.750119522644479 0.0

zeta acceptanceProb 0 702 51 -1538.597041521307 4.794996363288105 0.0

zeta acceptanceProb 0 700 298 -1994.6783458213647 3.618893645992825 0.0

zeta acceptanceProb 0 705 298 -792.5990898214264 3.29907285207119 0.0

zeta acceptanceProb 0 708 298 -1152.7660685107435 3.891331409225532 0.0

zeta acceptanceProb 0 705 298 -1413.164196286385 4.638239456280679 0.0

zeta acceptanceProb 0 712 298 -983.9507681313823 3.4345947091568974 0.0

zeta acceptanceProb 0 713 100 -2614.803050720926 4.796188154409801 0.0

zeta acceptanceProb 0 721 100 -774.7339780100891 2.8169122048248854 0.0

zeta acceptanceProb 0 723 51 -1149.9147245631038 5.674957465366185 0.0

zeta acceptanceProb 0 728 51 -769.514122044859 4.962183266929877 0.0

zeta acceptanceProb 0 727 298 -764.5744030491878 2.5023707700913556 0.0

zeta acceptanceProb 0 744 298 -829.5035561995797 -0.5694859577447047 0.0

zeta acceptanceProb 0 746 298 -779.4938051134311 5.128710577878572 0.0

zeta acceptanceProb 0 752 51 -1142.750190828195 6.884664834481698 0.0

zeta acceptanceProb 0 772 51 -856.4482950651687 5.101055139589285 0.0

zeta acceptanceProb 0 791 51 -776.5033213519841 4.834959384026449 0.0

zeta acceptanceProb 0 792 298 -864.7451743602456 4.660470979238564 0.0

zeta acceptanceProb 0 806 298 -881.6764516222435 3.153065977961893 0.0

zeta acceptanceProb 0 826 298 -767.79535044594 4.8442555295891525 0.0

zeta acceptanceProb 0 826 100 -764.8931942860986 3.416980935763554 0.0

zeta acceptanceProb 0 842 51 -1049.8659559797882 5.508096254238188 0.0

zeta acceptanceProb 0 845 298 -1054.5438688252057 3.974835114852914 0.0

zeta acceptanceProb 0 846 298 -1075.3447808317992 3.9748743194021543 0.0

eta acceptanceProb 0 987 420 -758.6893104862903 3.420551551940964 0.0

1000

zeta acceptanceProb 0 1038 51 -1019.6247214535207 6.736319794655325 0.0

eta acceptanceProb 0 1277 420 -1425.4093286736147 3.6321689681308253 0.0

xi acceptanceProb 0 1455 126 -45987.24979930597 1.7811389349694724 0.0

eta acceptanceProb 0 1455 126 -824.7981566000625 2.195465867629195 0.0

zeta acceptanceProb 0 1455 126 -5968.513729166846 2.195465867629195 0.0

xi acceptanceProb 0 1458 126 -36767.992950150576 1.9598684707059846 0.0

zeta acceptanceProb 0 1458 126 -2156.6050319838673 2.2849947118586718 0.0

1500 15000

1500

1500 15000

1500

1500 15000

1500

1500 15000

1500

prior_all_output == 0: ax3, bx3, s, k, p, m, s 1.1574609848625277 0.0 0.0 0.8369328017423266 0.0 0.0 0.497928382059 1.0 0.00368880386034 5.17360641272 5.70179248967 PRIORS 2.5e-10 5e-09 0.2 0.2 2.0 0.0 0.1

acceptanceProb_outlier_mean 1

prior_all_output == 0: ax3, bx3, s, k, p, m, s 1.217565706441719 0.0 0.0 0.8535791647823736 0.0 0.0 0.497928382059 1.0 0.00368880386034 5.27318212232 6.05774597656 PRIORS 2.5e-10 5e-09 0.2 0.2 2.0 0.0 0.1

acceptanceProb_outlier_mean 1

prior_all_output == 0: ax3, bx3, s, k, p, m, s 1.2411309287102192 0.0 0.0 0.896269170932572 0.0 0.0 0.497928382059 1.0 0.00626164762317 5.34632851236 5.99830859745 PRIORS 2.5e-10 5e-09 0.2 0.2 2.0 0.0 0.1

acceptanceProb_outlier_mean 1

prior_all_output == 0: ax3, bx3, s, k, p, m, s 1.1880470915666865 0.0 0.0 0.9027306816869269 0.0 0.0 0.580720897229 1.0 0.002856226261 5.19694512935 3.24443116329 PRIORS 2.5e-10 5e-09 0.2 0.2 2.0 0.0 0.1

acceptanceProb_outlier_mean 1

zeta acceptanceProb 0 1971 51 -791.3006710066054 6.425941196252975 0.0

2000

eta acceptanceProb 0 2061 295 -776.5877150075595 2.0554073553049346 0.0

eta acceptanceProb 0 2066 117 -939.1551850852559 1.3026952053996497 0.0

prior_all_output == 0: ax3, bx3, s, k, p, m, s 1.179156660800899 0.0 0.0 0.8879282010865934 0.0 0.0 0.538288768156 1.0 0.00407584191472 5.56930901821 2.88812636878 PRIORS 2.5e-10 5e-09 0.2 0.2 2.0 0.0 0.1

acceptanceProb_outlier_mean 1

prior_all_output == 0: ax3, bx3, s, k, p, m, s 1.160406416381371 0.0 0.0 0.8769708709039522 0.0 0.0 0.518502838278 1.0 0.00407584191472 5.56918306672 1.3783251054 PRIORS 2.5e-10 5e-09 0.2 0.2 2.0 0.0 0.1

acceptanceProb_outlier_mean 1

prior_all_output == 0: ax3, bx3, s, k, p, m, s 1.160406416381371 0.0 0.0 0.8769708709039522 0.0 0.0 0.552427800708 1.0 0.00619376140286 5.07987994305 1.82328329423 PRIORS 2.5e-10 5e-09 0.2 0.2 2.0 0.0 0.1

acceptanceProb_outlier_mean 1

prior_all_output == 0: ax3, bx3, s, k, p, m, s 1.1834766362847842 0.0 0.0 0.9023860460947182 0.0 0.0 0.525267755803 1.0 0.0101796441235 5.35160120435 2.51091504255 PRIORS 2.5e-10 5e-09 0.2 0.2 2.0 0.0 0.1

acceptanceProb_outlier_mean 1

prior_all_output == 0: ax3, bx3, s, k, p, m, s 1.1327874747783444 0.0 0.0 0.8867636461057038 0.0 0.0 0.461345920402 1.0 0.00729473381507 5.13451604609 3.02633076339 PRIORS 2.5e-10 5e-09 0.2 0.2 2.0 0.0 0.1

acceptanceProb_outlier_mean 1

prior_all_output == 0: ax3, bx3, s, k, p, m, s 1.177201379205279 0.0 0.0 0.912920342744471 0.0 0.0 0.500888932326 1.0 0.0102551625862 5.19440641861 0.826855421053 PRIORS 2.5e-10 5e-09 0.2 0.2 2.0 0.0 0.1

acceptanceProb_outlier_mean 1

prior_all_output == 0: ax3, bx3, s, k, p, m, s 1.1125679094433796 0.0 0.0 0.8651257225305142 0.0 0.0 0.492025244165 1.0 0.00463456894073 5.45945874376 1.24529175723 PRIORS 2.5e-10 5e-09 0.2 0.2 2.0 0.0 0.1

acceptanceProb_outlier_mean 1

prior_all_output == 0: ax3, bx3, s, k, p, m, s 1.1125679094433796 0.0 0.0 0.8651257225305142 0.0 0.0 0.492025244165 1.0 0.00463456894073 5.46089205332 1.77690722717 PRIORS 2.5e-10 5e-09 0.2 0.2 2.0 0.0 0.1

acceptanceProb_outlier_mean 1

prior_all_output == 0: ax3, bx3, s, k, p, m, s 1.1125679094433796 0.0 0.0 0.8651257225305142 0.0 0.0 0.492025244165 1.0 0.00463456894073 5.60627445852 2.0869704092 PRIORS 2.5e-10 5e-09 0.2 0.2 2.0 0.0 0.1

acceptanceProb_outlier_mean 1

prior_all_output == 0: ax3, bx3, s, k, p, m, s 1.1125679094433796 0.0 0.0 0.8651257225305142 0.0 0.0 0.508312656342 1.0 0.0062224999621 6.15199510387 2.18751601527 PRIORS 2.5e-10 5e-09 0.2 0.2 2.0 0.0 0.1

acceptanceProb_outlier_mean 1

prior_all_output == 0: ax3, bx3, s, k, p, m, s 1.132238207333216 0.0 0.0 0.8443536668751658 0.0 0.0 0.508312656342 1.0 0.0062224999621 5.24096417824 1.46666417329 PRIORS 2.5e-10 5e-09 0.2 0.2 2.0 0.0 0.1

acceptanceProb_outlier_mean 1

2500

zeta acceptanceProb 0 2528 240 -897.7463155877533 -1.5145235727089885 0.0

zeta acceptanceProb 0 2549 240 -1293.9357743566816 -1.4578832400175503 0.0

xi acceptanceProb 0 2583 126 -101866.47147067692 2.705154525105746 0.0

zeta acceptanceProb 0 2583 126 -1242.954323521149 3.411768459093856 0.0

3000 15000

3000

3000 15000

3000

3000 15000

3000

zeta acceptanceProb 0 3005 46 -761.3246069272723 1.092212139117017 0.0

3000 15000

3000

prior_all_output == 0: ax3, bx3, s, k, p, m, s 0.7117123109310187 0.0 0.0 0.7420037045061121 0.0 0.0 0.0991563889643 1.0 0.566039567415 0.726950360172 0.721037075664 PRIORS 2.5e-10 5e-09 0.2 0.2 0.0 0.1 0.1

acceptanceProb_pbad 1

zeta acceptanceProb 0 3220 280 -1292.8390344104719 -1.2114581489714247 0.0

zeta acceptanceProb 0 3231 280 -1064.6165743181082 -5.114904958066738 0.0

zeta acceptanceProb 0 3235 280 -991.7918966472077 -0.6584980677146901 0.0

zeta acceptanceProb 0 3236 280 -2129.8924017769173 -1.6649920718653157 0.0

zeta acceptanceProb 0 3239 280 -1013.8751506109688 -2.2713939982931457 0.0

zeta acceptanceProb 0 3242 280 -1786.2641117338603 -2.6665665268379617 0.0

zeta acceptanceProb 0 3248 280 -769.6077690068003 -0.7722256442198994 0.0

zeta acceptanceProb 0 3253 280 -1039.5411994249419 -0.5400046029543379 0.0

zeta acceptanceProb 0 3276 280 -1066.6804508922053 -0.6939553816768034 0.0

zeta acceptanceProb 0 3290 280 -1139.2281774789842 -0.4908581239879921 0.0

zeta acceptanceProb 0 3304 280 -764.9356843125588 -0.24135233288436997 0.0

zeta acceptanceProb 0 3315 280 -1982.1206886344035 0.06152851610741422 0.0

zeta acceptanceProb 0 3427 280 -781.4065748695932 -1.351927406463183 0.0

3500

zeta acceptanceProb 0 3652 240 -837.8087413925351 -2.4509199501436454 0.0

zeta acceptanceProb 0 3653 240 -831.5221774134515 -2.4546447571985666 0.0

zeta acceptanceProb 0 3676 240 -1227.804316656437 -1.8681545938825244 0.0

zeta acceptanceProb 0 3682 240 -1003.4580705633829 -1.9425589076238228 0.0

zeta acceptanceProb 0 3699 240 -1168.844222193038 -4.141940320083613 0.0

zeta acceptanceProb 0 3718 240 -1135.8565352527633 -2.031076419314083 0.0

zeta acceptanceProb 0 3771 240 -839.3256046682874 -2.8447923715039463 0.0

zeta acceptanceProb 0 3869 240 -1014.3944312011328 -4.456003576063533 0.0

zeta acceptanceProb 0 3880 46 -1162.389489711565 1.9457866123470775 0.0

zeta acceptanceProb 0 3898 46 -943.7610705712355 1.8455518551291554 0.0

zeta acceptanceProb 0 3928 51 -832.5919542996669 0.7062906759195542 0.0

4000

zeta acceptanceProb 0 4408 240 -1056.0336110796882 -1.5813677972436277 0.0

zeta acceptanceProb 0 4436 240 -1202.208753454624 -4.357254259738177 0.0

zeta acceptanceProb 0 4457 240 -851.4482939891883 -2.153439155799459 0.0

zeta acceptanceProb 0 4461 240 -1518.5076535723194 -2.1239664959176934 0.0

4500 15000

4500

4500 15000

4500

4500 15000

4500

4500 15000

4500

prior_all_output == 0: ax3, bx3, s, k, p, m, s 0.7959732920711384 0.0 0.0 0.8118487731254685 0.0 0.0 0.140997483874 1.0 0.52087808865 0.592284208346 0.811970163906 PRIORS 2.5e-10 5e-09 0.2 0.2 0.0 0.1 0.1

acceptanceProb_pbad 1

zeta acceptanceProb 0 4788 337 -1204.847671602146 -3.555090677200553 0.0

zeta acceptanceProb 0 4907 51 -1057.5183244243658 3.39095224576025 0.0

zeta acceptanceProb 0 4961 51 -782.0390624892661 5.4111273524272985 0.0

5000

xi acceptanceProb 0 4979 126 -9187.774575603784 2.548346850143809 0.0

zeta acceptanceProb 0 4979 126 -4543.949431389993 3.055709775824394 0.0

zeta acceptanceProb 0 4987 51 -1153.6826399496606 5.758399405449449 0.0

zeta acceptanceProb 0 4995 51 -977.3908483212689 5.677187217537458 0.0

5000

prior_all_output == 0: ax3, bx3, s, k, p, m, s 0.6572272944713697 0.0 0.0 0.71793681406539 0.0 0.0 0.153507441465 1.0 0.503505095599 0.843693463639 0.78049020094 PRIORS 2.5e-10 5e-09 0.2 0.2 0.0 0.1 0.1

acceptanceProb_pbad 1

zeta acceptanceProb 0 5138 257 -927.8044502369131 1.7877656360181788 0.0

zeta acceptanceProb 0 5138 336 -3230.7423687477294 5.223837772321819 0.0

zeta acceptanceProb 0 5211 240 -1235.2532636669814 -4.279535374719735 0.0

zeta acceptanceProb 0 5219 240 -1394.1832376622785 -3.870275173778749 0.0

zeta acceptanceProb 0 5220 240 -851.8067697578615 -4.156226676445483 0.0

zeta acceptanceProb 0 5227 240 -974.724104117847 -6.461253457630013 0.0

zeta acceptanceProb 0 5233 240 -795.6810994354614 -6.690150008465403 0.0

zeta acceptanceProb 0 5238 240 -843.8676390142701 -2.5502597487666194 0.0

zeta acceptanceProb 0 5241 240 -889.9887940012501 -2.685821860999418 0.0

zeta acceptanceProb 0 5349 240 -815.8279906428754 -5.812082024921091 0.0

zeta acceptanceProb 0 5379 240 -766.7655576928157 -2.8415867162791715 0.0

5500

zeta acceptanceProb 0 5488 240 -1306.8738988588243 -1.5492074045141309 0.0

5500

zeta acceptanceProb 0 5509 240 -776.0413626255379 -1.5098828548149252 0.0

zeta acceptanceProb 0 5548 240 -779.5098287061151 -1.3559090781951932 0.0

zeta acceptanceProb 0 5577 240 -759.2980367445026 -1.0499945232472099 0.0

zeta acceptanceProb 0 5580 240 -931.1399724765583 -2.074876276974784 0.0

zeta acceptanceProb 0 5581 240 -834.1951618770637 -0.9519488388690871 0.0

zeta acceptanceProb 0 5976 46 -1051.3091711890604 3.4651007045284405 0.0

6000 15000

6000

6000 15000

6000

6000 15000

6000

6000 15000

6000

eta acceptanceProb 0 6056 420 -1196.48494917749 2.788246368324477 0.0

6500

7000

zeta acceptanceProb 0 7130 336 -864.7862427904603 3.4445507553704706 0.0

zeta acceptanceProb 0 7131 336 -4478.57525192015 3.4445507553704706 0.0

prior_all_output == 0: ax3, bx3, s, k, p, m, s 0.7152723530627775 0.0 0.0 0.760762093327321 0.0 0.0 0.129544088243 1.0 0.517835994349 0.685624925917 0.681838319778 PRIORS 2.5e-10 5e-09 0.2 0.2 0.0 0.1 0.1

acceptanceProb_pbad 1

zeta acceptanceProb 0 7427 347 -1140.5855999248404 2.41780226620877 0.0

zeta acceptanceProb 0 7430 347 -1033.5423168074758 0.7853467472144957 0.0

zeta acceptanceProb 0 7431 347 -1548.4074623237764 1.7673940367570533 0.0

zeta acceptanceProb 0 7436 347 -2645.1368838457684 1.8648424530217178 0.0

zeta acceptanceProb 0 7437 347 -2056.7689552331412 1.8384647191717525 0.0

zeta acceptanceProb 0 7447 347 -2738.371945725881 1.8221675059158433 0.0

zeta acceptanceProb 0 7450 347 -1032.441113862792 3.741043170368699 0.0

zeta acceptanceProb 0 7452 347 -1041.5610650943347 3.487497820793892 0.0

7500 15000

zeta acceptanceProb 0 7455 347 -1445.0296460810282 2.653605397626895 0.0

7500

zeta acceptanceProb 0 7458 347 -775.429435032562 3.6215379864311075 0.0

zeta acceptanceProb 0 7464 347 -1733.1510456883 2.016081704633583 0.0

zeta acceptanceProb 0 7466 347 -1689.806561025379 1.8642099089161617 0.0

zeta acceptanceProb 0 7470 347 -1249.8857004714625 3.8511328859029588 0.0

zeta acceptanceProb 0 7474 347 -997.6128154556601 3.232506676941728 0.0

zeta acceptanceProb 0 7478 347 -1931.0228561503714 2.51372178970711 0.0

zeta acceptanceProb 0 7482 347 -2107.6735776678966 0.42671113054286014 0.0

zeta acceptanceProb 0 7485 347 -1147.516034886289 1.930455017062359 0.0

zeta acceptanceProb 0 7489 347 -926.5765315260313 1.855954588733024 0.0

7500 15000

7500

zeta acceptanceProb 0 7490 347 -2206.5336558101267 2.085939964189293 0.0

7500 15000

7500

zeta acceptanceProb 0 7495 347 -1344.8633076798708 2.2119966470174726 0.0

zeta acceptanceProb 0 7498 347 -832.9667157828627 2.2000314717315406 0.0

7500 15000

zeta acceptanceProb 0 7500 347 -1469.0776804274315 2.1544903108453264 0.0

7500

zeta acceptanceProb 0 7546 51 -937.4040533721135 5.380604368338149 0.0

zeta acceptanceProb 0 7501 347 -954.1193967814547 3.0016848174626207 0.0

zeta acceptanceProb 0 7504 347 -3918.5007026263106 1.3002067309564505 0.0

zeta acceptanceProb 0 7506 347 -804.5141280734972 1.8813956338442688 0.0

zeta acceptanceProb 0 7509 347 -928.4854779417383 2.4179603037110846 0.0

zeta acceptanceProb 0 7616 240 -772.1301213917235 -2.474624766765791 0.0

zeta acceptanceProb 0 7638 240 -869.5749046402841 -1.2085981535166441 0.0

zeta acceptanceProb 0 7833 51 -961.0349100168294 4.672859708811549 0.0

zeta acceptanceProb 0 7929 405 -912.8842463201993 0.7645916951588252 0.0

8000

zeta acceptanceProb 0 8016 46 -992.4553352828481 3.449672609047456 0.0

zeta acceptanceProb 0 8076 46 -816.797795937315 2.8504852227113595 0.0

zeta acceptanceProb 0 8267 240 -911.6988906699651 -2.429741266438707 0.0

zeta acceptanceProb 0 8357 405 -796.4983776718897 1.5850724303575228 0.0

zeta acceptanceProb 0 8427 240 -771.689530875423 -2.516919810884031 0.0

8500

prior_all_output == 0: ax3, bx3, s, k, p, m, s 0.7642661837543442 0.0 0.0 0.8023149865092065 0.0 0.0 0.17337521 1.0 0.510761206252 0.664438247486 0.813936349492 PRIORS 2.5e-10 5e-09 0.2 0.2 0.0 0.1 0.1

acceptanceProb_pbad 1

8500

zeta acceptanceProb 0 8787 240 -3480.61397600541 -1.630572088285653 0.0

xi acceptanceProb 0 8780 126 -39024.7912268832 2.5466157371448217 0.0

zeta acceptanceProb 0 8780 126 -3002.4933253705676 2.1996258262821646 0.0

zeta acceptanceProb 0 8820 240 -1056.0503012575684 -2.673255335732844 0.0

zeta acceptanceProb 0 8857 240 -1028.8064794278775 -1.9201263416196606 0.0

xi acceptanceProb 0 8860 126 -100838.89550000674 3.0650757270353846 0.0

zeta acceptanceProb 0 8860 126 -10786.267231774918 3.7740101092336373 0.0

zeta acceptanceProb 0 8872 240 -750.7058776887476 -3.4998712416827766 0.0

zeta acceptanceProb 0 8875 240 -839.0223040390589 -4.736990369952916 0.0

zeta acceptanceProb 0 8882 240 -823.0708912819529 -4.040035738456949 0.0

zeta acceptanceProb 0 8897 240 -796.0647612567127 -1.5197970093405944 0.0

zeta acceptanceProb 0 8960 240 -877.5792148769566 -1.920165475714021 0.0

9000 15000

9000

zeta acceptanceProb 0 8986 240 -1120.8918344708898 -1.594797065754896 0.0

9000 15000

9000

9000 15000

9000

9000 15000

9000

zeta acceptanceProb 0 9046 405 -820.6847691693748 2.801053190604474 0.0

prior_all_output == 0: ax3, bx3, s, k, p, m, s 0.8835461831504245 0.0 0.0 0.844455039941999 0.0 0.0 0.234940176411 1.0 0.528209283622 0.61927043838 0.973701932031 PRIORS 2.5e-10 5e-09 0.2 0.2 0.0 0.1 0.1

acceptanceProb_pbad 1

zeta acceptanceProb 0 9192 46 -1265.0578655702946 1.7544576287492535 0.0

zeta acceptanceProb 0 9235 46 -808.4028082260303 2.543902915062351 0.0

eta acceptanceProb 0 9284 73 -759.5622248550557 3.561320920201875 0.0

zeta acceptanceProb 0 9359 240 -788.0434215904813 -6.790606458332157 0.0

zeta acceptanceProb 0 9427 240 -1140.3530899148823 -1.3132059939195588 0.0

9500

prior_all_output == 0: ax3, bx3, s, k, p, m, s 0.6918536846720743 0.0 0.0 0.6978058298257731 0.0 0.0 0.161072749773 1.0 0.507495484378 0.601069030494 0.800810253247 PRIORS 2.5e-10 5e-09 0.2 0.2 0.0 0.1 0.1

acceptanceProb_pbad 1

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acceptanceProb_pbad 1

10000

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acceptanceProb_pbad 1

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10500 15000

10500

10500 15000

10500

zeta acceptanceProb 0 10537 240 -1053.1302477632676 -1.5683295953427532 0.0

zeta acceptanceProb 0 10540 240 -808.9891728539371 -2.7341977007550224 0.0

10500 15000

10500

10500 15000

10500

zeta acceptanceProb 0 10623 240 -986.0564109957631 -2.3218000804422063 0.0

eta acceptanceProb 0 10713 117 -780.7848547938773 0.5874409156226224 0.0

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11000

zeta acceptanceProb 0 11142 46 -759.0162421055403 2.3167314933168965 0.0

11500

zeta acceptanceProb 0 11506 51 -832.7114867681777 3.654091913786195 0.0

zeta acceptanceProb 0 11530 51 -1540.2105667871112 4.391644278636905 0.0

zeta acceptanceProb 0 11662 405 -942.0157109397184 0.20664969739151898 0.0

zeta acceptanceProb 0 11885 343 -795.7558110275919 -1.657487636395834 0.0

zeta acceptanceProb 0 11881 51 -843.4536064357808 5.9348821342994835 0.0

12000 15000

12000

12000 15000

12000

12000 15000

12000

12000 15000

12000

zeta acceptanceProb 0 12418 240 -809.8222485869296 -3.1798921955641966 0.0

zeta acceptanceProb 0 12429 240 -1373.8922690104162 -1.520152143422918 0.0

12500

zeta acceptanceProb 0 12505 51 -779.378903938781 4.222907104253136 0.0

12500

zeta acceptanceProb 0 12521 240 -1109.5927277118265 -1.8323734600270314 0.0

zeta acceptanceProb 0 12657 240 -881.1156584644173 -7.515169827506701 0.0

zeta acceptanceProb 0 12643 347 -2164.007290561146 3.321051441189429 0.0

zeta acceptanceProb 0 12644 347 -1322.6016038296152 3.130646763466403 0.0

zeta acceptanceProb 0 12645 347 -966.3252009969639 3.3081521338699793 0.0

zeta acceptanceProb 0 12647 347 -1145.552447283697 3.184928590046186 0.0

zeta acceptanceProb 0 12648 347 -957.8493713734871 3.230922339529208 0.0

zeta acceptanceProb 0 12650 347 -1199.0409940316006 2.929781941798823 0.0

zeta acceptanceProb 0 12653 347 -920.0744962832919 3.668688446832161 0.0

zeta acceptanceProb 0 12655 347 -3571.338683010329 3.4744394088926955 0.0

zeta acceptanceProb 0 12657 347 -869.3098221518148 3.717101528894909 0.0

zeta acceptanceProb 0 12658 347 -1945.3665440395441 3.577692964386267 0.0

zeta acceptanceProb 0 12659 347 -2175.014971572741 3.6531148073864603 0.0

zeta acceptanceProb 0 12660 347 -2026.6251307877558 3.5790108354898607 0.0

zeta acceptanceProb 0 12662 347 -1465.1022336358626 2.681981324828232 0.0

zeta acceptanceProb 0 12667 347 -2010.188019996308 1.7493677819487345 0.0

zeta acceptanceProb 0 12671 347 -1084.7718483955412 3.373983806905925 0.0

zeta acceptanceProb 0 12673 347 -3098.1286819988804 3.731152734822292 0.0

zeta acceptanceProb 0 12675 347 -1717.8177565832625 2.8235963675711586 0.0

zeta acceptanceProb 0 12681 347 -1082.8646245863215 -1.3029837940103097 0.0

zeta acceptanceProb 0 12682 347 -754.1749749447326 2.1300538275695797 0.0

zeta acceptanceProb 0 12684 347 -785.3744528355538 0.4922676855473882 0.0

xi acceptanceProb 0 12708 220 -1861.194610105992 -3.570971123292281 0.0

zeta acceptanceProb 0 12898 240 -855.459515122912 -1.3077094125839617 0.0

13000

eta acceptanceProb 0 13023 117 -771.6242631400868 3.4465556072011228 0.0

13000

xi acceptanceProb 0 13090 324 -12347.845700443402 0.9893845157278144 0.0

zeta acceptanceProb 0 13091 324 -5855.039168378876 0.5822228307893451 0.0

xi acceptanceProb 0 13092 324 -1572.0688928861434 0.22175697070537745 0.0

zeta acceptanceProb 0 13092 324 -3378.281099480849 0.5709955807224446 0.0

xi acceptanceProb 0 13255 126 -3323.1158890895563 4.595881294690653 0.0

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13500 15000

13500

13500 15000

13500

13500 15000

13500

13500 15000

13500

zeta acceptanceProb 0 13706 238 -817.4660623537719 -0.45285714467673255 0.0

zeta acceptanceProb 0 13763 257 -839.5007353830536 -0.9123719518088889 0.0

zeta acceptanceProb 0 13779 257 -999.2279347495723 0.7423214539564611 0.0

zeta acceptanceProb 0 13781 257 -931.5309123832076 2.351053830998676 0.0

zeta acceptanceProb 0 13786 257 -1677.9122776184508 2.2128846424619346 0.0

zeta acceptanceProb 0 13806 257 -2172.228905103032 2.6392237592074754 0.0

zeta acceptanceProb 0 13830 257 -1066.068369008821 2.11957587192387 0.0

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14000

zeta acceptanceProb 0 13947 240 -914.1514674883856 -3.1951995288530783 0.0

zeta acceptanceProb 0 13942 257 -1128.5430498887422 1.7534763726489078 0.0

zeta acceptanceProb 0 13984 240 -1114.3240401697453 -4.2220080517123275 0.0

14000

zeta acceptanceProb 0 14027 240 -890.4246919965452 -1.067443863915489 0.0

zeta acceptanceProb 0 14084 240 -977.5798286037049 -1.9158304737663419 0.0

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zeta acceptanceProb 0 14104 240 -789.7080691003504 -3.1063505142261567 0.0

14500

xi acceptanceProb 0 14556 126 -14823.675935922978 2.9085659388687173 0.0

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zeta acceptanceProb 0 14645 347 -1785.9084359875121 3.8537945002968845 0.0

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zeta acceptanceProb 0 14657 347 -1828.0844643156051 3.5577913876326672 0.0

zeta acceptanceProb 0 14658 347 -1605.4870450322328 3.442967756885489 0.0

zeta acceptanceProb 0 14664 347 -1444.7870971404595 2.9416600215173694 0.0

zeta acceptanceProb 0 14661 240 -884.6878583048685 -3.5193782447651865 0.0

zeta acceptanceProb 0 14669 240 -822.5998606990386 -2.3068175107814644 0.0

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zeta acceptanceProb 0 14774 240 -1867.4487440113423 -1.6759102653506064 0.0

15000 15000

/Users/lester/Documents/GitHub/kelly_model/scenario29/update_GBeagle_fix/true_constant_alpha/mass_sfr_z_correction/alpha_beta_covprop/random_start_gmm/random_start/bad_gmm_cuts/kelly_MH_GMM_3d_Hogg_constant_beta_constant_alpha.py:1693: RuntimeWarning: invalid value encountered in double_scalars

for key in keys:

Iteration: 15000

Rhat values:

alphaN: 1.0948404609804636 nan nan

beta: 1.0721295701913198 nan nan

sig0: 1.0737230283282841

k: nan

ximean: 1.0068670024903799

xivar: 1.0325997430713962

pbad: 1.0299201244400995

outlier_mean: 1.0296334287826683

outlier_sigma: 1.029415603246491

_build_chain

In [2]: